Ian Conway

AI Engineer at Onos Health

San Francisco, California, United States
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Summary

👤
Senior
🎓
Top School
Ian Conway is a Data Science Manager in San Francisco with a decade of experience applying deep learning to time-series problems and production ML systems. He combines hands-on model development (LSTMs, GANs, DQNs, transfer-learned GPT-2) with productionization skills—Docker, Kubernetes, TensorFlow—and a security-minded perspective from his work at Bugcrowd and prior vulnerability disclosures. Ian’s background in music technology and speech synthesis informs a unique cross-disciplinary approach to audio and signal-focused ML, and he has a track record of shipping learning-to-rank models, experiment tracking, and high-impact pipelines. Curious about reinforcement learning and cybersecurity, he maintains an active GitHub showcasing music- and security-related projects that bridge research and deployable products.
code10 years of coding experience
job11 years of employment as a software developer
bookMusic Recording/Industry, Music Recording/Industry at San Francisco State University
bookUniversity of California Santa Cruz
bookAssociate’s Degree Liberal Arts and Sciences, General Studies and Humanities, Associate’s Degree Liberal Arts and Sciences, General Studies and Humanities at City College of San Francisco
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Github Skills (56)

python10
machine-learning10
keras10
deep-learning10
tensorflow10
google-colaboratory10
magenta9
reinforcement-learning9
music-generation9
pytorch9
ml9
deep-neural-networks9
ai9
neural-network9
data-versioning9

Programming languages (4)

C++RustJupyter NotebookPython

Github contributions (5)

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iantheconway/MusicReader

Mar 2017 - Jun 2026

Contributions:28 pushes, 1 branch in 9 years 4 months
Experiments on the relationship between hidden layer width and transfer learning inspired by 1909.11572
Contributions:1 review, 9 PRs, 92 pushes in 1 year 2 months
transfer-learning
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